{
  "apiVersion": 1,
  "self": "https://washindex.com/api/cities/columbus-in.json",
  "humanUrl": "https://washindex.com/car-wash-cities/columbus-in",
  "msaApiUrl": "https://washindex.com/api/msas/columbus-in.json",
  "msaHumanUrl": "https://washindex.com/car-wash-markets/columbus-in",
  "apiRoot": "https://washindex.com/api/index.json",
  "glossary": "https://washindex.com/glossary",
  "methodology": "https://washindex.com/methodology",
  "notice": "Stripped field: mapSvg (available in the HTML page). Includes places[] (per-location), formatStats[], chainsRanked[], scatter[], incomeBuckets[], zips[]. See the methodology page for field definitions.",
  "slug": "columbus-in",
  "name": "Columbus",
  "state": "IN",
  "msa": {
    "slug": "columbus-in",
    "name": "Columbus",
    "fullName": "Columbus, IN"
  },
  "generatedAt": "2026-05-22T14:03:27.478Z",
  "summary": {
    "totalLocations": 8,
    "totalChains": 4,
    "independentLocationCount": 4,
    "totalReviews": 3650,
    "scoredReviews": 903,
    "weightedAvgRating": 4.437972602739726,
    "damageRate": 0.03211517165005537,
    "membershipMentionRate": 0.13510520487264674,
    "membershipCancellationRate": 0.1721311475409836,
    "upsellPressureRate": 0.005537098560354375,
    "zipsWithIncomeData": 2,
    "medianHouseholdIncomeWeighted": 87129
  },
  "aspectScores": {
    "price": 0.232,
    "wait_time": 0.3584905660377358,
    "result_quality": 0.4894067796610169,
    "staff": 0.7230215827338129,
    "equipment_working": -0.6880733944954128,
    "cleanliness_of_facility": 0.6428571428571429,
    "membership_value": -0.12643678160919541
  },
  "formatStats": [
    {
      "format": "detail_shop",
      "locationCount": 3,
      "reviewsCount": 201,
      "scoredReviews": 99,
      "avgRating": 4.816417910447761,
      "damageRate": 0,
      "cancellationRate": null
    },
    {
      "format": "express_tunnel",
      "locationCount": 4,
      "reviewsCount": 3161,
      "scoredReviews": 780,
      "avgRating": 4.399145839924075,
      "damageRate": 0.03717948717948718,
      "cancellationRate": 0.17355371900826447
    },
    {
      "format": "inbay_automatic",
      "locationCount": 1,
      "reviewsCount": 288,
      "scoredReviews": 24,
      "avgRating": 4.6,
      "damageRate": 0,
      "cancellationRate": 0
    }
  ],
  "chainsRanked": [
    {
      "name": "Sam's Club Gas Station",
      "locationCount": 1,
      "reviewsCount": 288,
      "scoredReviews": 24,
      "avgRating": 4.6,
      "damageRate": 0,
      "cancellationRate": 0,
      "membershipMentionRate": 0.041666666666666664,
      "upsellPressureRate": 0,
      "aspectScores": {
        "price": 1,
        "wait_time": -0.14285714285714285,
        "result_quality": null,
        "staff": 0.5,
        "equipment_working": -0.5,
        "cleanliness_of_facility": null,
        "membership_value": null
      }
    },
    {
      "name": "Top Dog Car Wash",
      "locationCount": 1,
      "reviewsCount": 243,
      "scoredReviews": 22,
      "avgRating": 3.9,
      "damageRate": 0,
      "cancellationRate": 0.16666666666666666,
      "membershipMentionRate": 0.2727272727272727,
      "upsellPressureRate": 0,
      "aspectScores": {
        "price": 0.14285714285714285,
        "wait_time": 1,
        "result_quality": 0.8571428571428571,
        "staff": 0.38461538461538464,
        "equipment_working": 0,
        "cleanliness_of_facility": null,
        "membership_value": -0.5
      }
    },
    {
      "name": "Crew Carwash",
      "locationCount": 1,
      "reviewsCount": 815,
      "scoredReviews": 72,
      "avgRating": 4.4,
      "damageRate": 0.06944444444444445,
      "cancellationRate": 0,
      "membershipMentionRate": 0.16666666666666666,
      "upsellPressureRate": 0,
      "aspectScores": {
        "price": -0.5555555555555556,
        "wait_time": 0.5,
        "result_quality": 0.48717948717948717,
        "staff": 0.7058823529411765,
        "equipment_working": -0.8,
        "cleanliness_of_facility": null,
        "membership_value": 0.5714285714285714
      }
    },
    {
      "name": "Tsunami Express Car Wash",
      "locationCount": 1,
      "reviewsCount": 1509,
      "scoredReviews": 546,
      "avgRating": 4.4,
      "damageRate": 0.027472527472527472,
      "cancellationRate": 0.21176470588235294,
      "membershipMentionRate": 0.15567765567765568,
      "upsellPressureRate": 0.009157509157509158,
      "aspectScores": {
        "price": 0.08196721311475409,
        "wait_time": 0.14285714285714285,
        "result_quality": 0.20454545454545456,
        "staff": 0.725,
        "equipment_working": -0.8227848101265823,
        "cleanliness_of_facility": 0.7647058823529411,
        "membership_value": -0.25
      }
    }
  ],
  "zips": [
    {
      "zip": "47201",
      "income": 87129,
      "population": 47019,
      "homeValue": null,
      "locationCount": 8,
      "reviewsCount": 3604,
      "totalScoreWeighted": 15968.6,
      "avgRating": 4.430799112097669,
      "formats": {
        "detail_shop": 3,
        "inbay_automatic": 1,
        "express_tunnel": 4
      }
    },
    {
      "zip": "47203",
      "income": 80531,
      "population": 27741,
      "homeValue": null,
      "locationCount": 1,
      "reviewsCount": 46,
      "totalScoreWeighted": 230,
      "avgRating": 5,
      "formats": {
        "detail_shop": 1
      }
    }
  ],
  "incomeBuckets": [
    {
      "label": "Under $50K",
      "min": 0,
      "max": 50000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$50K – $75K",
      "min": 50000,
      "max": 75000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$75K – $100K",
      "min": 75000,
      "max": 100000,
      "zips": 2,
      "locations": 9,
      "reviewsCount": 3650,
      "totalScoreWeighted": 16198.6,
      "avgRating": 4.437972602739726,
      "formats": {
        "detail_shop": 4,
        "inbay_automatic": 1,
        "express_tunnel": 4
      }
    },
    {
      "label": "$100K – $150K",
      "min": 100000,
      "max": 150000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$150K+",
      "min": 150000,
      "max": null,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    }
  ],
  "scatter": [
    {
      "placeId": "ChIJSRKIABOfa4gRor24l6fssWo",
      "title": "Sam's Club Gas Station",
      "city": "Columbus",
      "zip": "47201",
      "rating": 4.6,
      "reviewsCount": 288,
      "income": 87129,
      "format": "inbay_automatic",
      "chain": "Sam's Club Gas Station"
    },
    {
      "placeId": "ChIJyxGomWaha4gRKGVkcxlY_-k",
      "title": "3D Detailing",
      "city": "Columbus",
      "zip": "47201",
      "rating": 4.7,
      "reviewsCount": 19,
      "income": 87129,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJ5a3Ms6Sha4gRf_Ur_Bp2rvs",
      "title": "Nano's Car Detailing & Cleaning",
      "city": "Columbus",
      "zip": "47201",
      "rating": 4.7,
      "reviewsCount": 104,
      "income": 87129,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJE1BgP2iga4gRJWNnFYWoJ2g",
      "title": "Top Dog Car Wash",
      "city": "Columbus",
      "zip": "47201",
      "rating": 3.9,
      "reviewsCount": 243,
      "income": 87129,
      "format": "express_tunnel",
      "chain": "Top Dog Car Wash"
    },
    {
      "placeId": "ChIJFxRLyZeha4gR3AcIFZsUQBM",
      "title": "Detailed By Dismore",
      "city": "Columbus",
      "zip": "47203",
      "rating": 5,
      "reviewsCount": 46,
      "income": 80531,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJL1nNW_qga4gR2sTN7EJLbD4",
      "title": "Crew Carwash",
      "city": "Columbus",
      "zip": "47201",
      "rating": 4.4,
      "reviewsCount": 815,
      "income": 87129,
      "format": "express_tunnel",
      "chain": "Crew Carwash"
    },
    {
      "placeId": "ChIJW_YTCfWha4gR02xvFaNvvts",
      "title": "Kind Car Wash",
      "city": "Columbus",
      "zip": "47201",
      "rating": 4.6,
      "reviewsCount": 594,
      "income": 87129,
      "format": "express_tunnel",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJbxi-Vg2fa4gRQLeuaZaREBU",
      "title": "Tsunami Express Car Wash",
      "city": "Columbus",
      "zip": "47201",
      "rating": 4.4,
      "reviewsCount": 1509,
      "income": 87129,
      "format": "express_tunnel",
      "chain": "Tsunami Express Car Wash"
    }
  ],
  "places": [
    {
      "placeId": "ChIJbxi-Vg2fa4gRQLeuaZaREBU",
      "title": "Tsunami Express Car Wash",
      "street": "67 Johnson Blvd",
      "city": "Columbus",
      "state": "IN",
      "zip": "47201",
      "lat": 39.1991415,
      "lng": -85.9508498,
      "totalScore": 4.4,
      "reviewsCount": 1509,
      "scoredReviews": 546,
      "format": "express_tunnel",
      "chain": "Tsunami Express Car Wash",
      "income": 87129
    },
    {
      "placeId": "ChIJL1nNW_qga4gR2sTN7EJLbD4",
      "title": "Crew Carwash",
      "street": "1525 N National Rd",
      "city": "Columbus",
      "state": "IN",
      "zip": "47201",
      "lat": 39.2153012,
      "lng": -85.8817031,
      "totalScore": 4.4,
      "reviewsCount": 815,
      "scoredReviews": 72,
      "format": "express_tunnel",
      "chain": "Crew Carwash",
      "income": 87129
    },
    {
      "placeId": "ChIJW_YTCfWha4gR02xvFaNvvts",
      "title": "Kind Car Wash",
      "street": "3106 N National Rd",
      "city": "Columbus",
      "state": "IN",
      "zip": "47201",
      "lat": 39.2295427,
      "lng": -85.9051615,
      "totalScore": 4.6,
      "reviewsCount": 594,
      "scoredReviews": 140,
      "format": "express_tunnel",
      "chain": null,
      "income": 87129
    },
    {
      "placeId": "ChIJSRKIABOfa4gRor24l6fssWo",
      "title": "Sam's Club Gas Station",
      "street": "2715 Merchant Mile",
      "city": "Columbus",
      "state": "IN",
      "zip": "47201",
      "lat": 39.1958773,
      "lng": -85.9533727,
      "totalScore": 4.6,
      "reviewsCount": 288,
      "scoredReviews": 24,
      "format": "inbay_automatic",
      "chain": "Sam's Club Gas Station",
      "income": 87129
    },
    {
      "placeId": "ChIJE1BgP2iga4gRJWNnFYWoJ2g",
      "title": "Top Dog Car Wash",
      "street": "3059 N National Rd",
      "city": "Columbus",
      "state": "IN",
      "zip": "47201",
      "lat": 39.2296004,
      "lng": -85.9006603,
      "totalScore": 3.9,
      "reviewsCount": 243,
      "scoredReviews": 22,
      "format": "express_tunnel",
      "chain": "Top Dog Car Wash",
      "income": 87129
    },
    {
      "placeId": "ChIJ5a3Ms6Sha4gRf_Ur_Bp2rvs",
      "title": "Nano's Car Detailing & Cleaning",
      "street": "2161 State St",
      "city": "Columbus",
      "state": "IN",
      "zip": "47201",
      "lat": 39.1953003,
      "lng": -85.8994821,
      "totalScore": 4.7,
      "reviewsCount": 104,
      "scoredReviews": 18,
      "format": "detail_shop",
      "chain": null,
      "income": 87129
    },
    {
      "placeId": "ChIJFxRLyZeha4gR3AcIFZsUQBM",
      "title": "Detailed By Dismore",
      "street": "1317 Laurel Dr",
      "city": "Columbus",
      "state": "IN",
      "zip": "47203",
      "lat": 39.2314701,
      "lng": -85.9100838,
      "totalScore": 5,
      "reviewsCount": 46,
      "scoredReviews": 37,
      "format": "detail_shop",
      "chain": null,
      "income": 80531
    },
    {
      "placeId": "ChIJyxGomWaha4gRKGVkcxlY_-k",
      "title": "3D Detailing",
      "street": "1209 Grand Ave",
      "city": "Columbus",
      "state": "IN",
      "zip": "47201",
      "lat": 39.2110123,
      "lng": -85.9110213,
      "totalScore": 4.7,
      "reviewsCount": 19,
      "scoredReviews": 14,
      "format": "detail_shop",
      "chain": null,
      "income": 87129
    }
  ]
}